
Tensor2Tensor
A library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.
Tensorflow implementation of contextualized word representations from bi-directional language models.
biLM-TF is a TensorFlow implementation of the bi-directional language model used to compute ELMo (Embeddings from Language Models) representations. It allows for both training biLMs from scratch and using pre-trained models for prediction. The architecture utilizes a character-based approach, processing raw text input to generate contextualized word embeddings. It supports various methods for integrating ELMo representations into downstream tasks, including on-the-fly computation from raw text, pre-computing and caching token representations, and pre-computing representations for the entire dataset. The tool includes functionalities for handling vocabulary, batching, and writing intermediate layers to files, optimizing performance for different use cases and dataset sizes. It uses a Bidirectional Language Model to produce intermediate layers for final ELMo representation computation.
biLM-TF is a TensorFlow implementation of the bi-directional language model used to compute ELMo (Embeddings from Language Models) representations.
Explore all tools that specialize in word embedding generation. This domain focus ensures biLM-TF delivers optimized results for this specific requirement.
Explore all tools that specialize in language modeling. This domain focus ensures biLM-TF delivers optimized results for this specific requirement.
Explore all tools that specialize in text representation. This domain focus ensures biLM-TF delivers optimized results for this specific requirement.
Explore all tools that specialize in generate contextual word embeddings. This domain focus ensures biLM-TF delivers optimized results for this specific requirement.
Explore all tools that specialize in train custom language models. This domain focus ensures biLM-TF delivers optimized results for this specific requirement.
Explore all tools that specialize in fine-tune pre-trained models. This domain focus ensures biLM-TF delivers optimized results for this specific requirement.
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